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TeleAI-UAGI/telemem

https://github.com/TeleAI-UAGI/telemem · scanned 2026-06-16 00:32 UTC (2 months, 2 weeks ago)

95 raw signals (9 security + 86 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 71 actionable findings from 2 signal sources. 33 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
57.5
/100
Security checks
58
7 findings
System graph
58
100.0% cov · 64 findings
Critical
5
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Agents
10
0 votes
Crowd
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reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 5 High 3 Medium 12 Low 35 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 7 System graph 64 Crowd 0 Layer: Quality 33 Security 4 Software 20 Api 1 Hardware 7 Frontend 1 Cicd 5
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Scan summary Repository scanned at 57.5/100 with 100.0% coverage. It contains 1555 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 86 findings — concentrated in quality (44), software (20), cicd (9). Risk profile is high: 4 critical, 0 high, 14 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 55 of 71 actionable findings. 104 raw detector signals were grouped into reader-sized issues. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

critical Security checks quality Practices conf 0.82 Foundry mined mock as real or placeholder: TeleAI-UAGI/telemem
Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real Query id: mock_as_real_or_placeholder Query type: motif_query Intent: Hard negatives for fake completeness and missing real data paths. Motif: mock_as_real_or_placeholder Training usage: hard_negative Graph gol…
critical Security checks security auth conf 0.78 3 occurrences Foundry mined security auth guardrail gaps: TeleAI-UAGI/telemem
Graph query export: Security/auth changes without enough guardrails Query id: security_auth_guardrail_gaps Query type: motif_query Intent: Assumption-check security/auth examples requiring stronger tests or CI. Motif: security_auth_without_guardrails Training usage: assumption_check Graph gold labe…
3 occurrences
repo-level (3 hits)
critical System graph security Secrets conf 1.00 2 occurrences Possible secret in baselines/memobase/locomo-benchmark/metrics/llm_judge.py
Detected pattern matching openai_or_anthropic_key. Rotate the credential and move to a secret manager.
lines 11
baselines/memobase/locomo-benchmark/metrics/llm_judge.py:11 (2 hits)
critical System graph security Secrets conf 1.00 Possible secret in baselines/memobase/locomo-benchmark/src/memobase_client/memobase_search.py
Detected pattern matching openai_or_anthropic_key. Rotate the credential and move to a secret manager.
baselines/memobase/locomo-benchmark/src/memobase_client/memobase_search.py:62
critical System graph security Secrets conf 1.00 Possible secret in README.md
Detected pattern matching generic_api_key. Rotate the credential and move to a secret manager.
README.md:282
high Security checks quality Practices conf 0.84 2 occurrences Foundry mined bad chains: TeleAI-UAGI/telemem
Comment chain pattern product: bad_chains Repo: TeleAI-UAGI/telemem Thread: TeleAI-UAGI/telemem#7 Outcome: self_attested_unverified Thread label: thread_has_human_issue_and_fix_context Source graph label: source_backed_multi_signal_graph Reasons: source_graph_has_real_artifacts, source_graph_has_ve…
2 occurrences
repo-level (2 hits)
high Security checks quality Practices conf 0.80 Foundry mined docs only runtime fix: TeleAI-UAGI/telemem
Graph query export: Docs-only response to runtime or integration issue Query id: docs_only_runtime_fix Query type: motif_query Intent: Assumption-check examples where docs or claims are not enough proof. Motif: docs_only_runtime_fix Training usage: assumption_check Graph gold label: needs_more_evid…
high Security checks quality Testing conf 0.78 Foundry mined test ci gap after feedback: TeleAI-UAGI/telemem
Graph query export: Feedback exposes missing tests or CI Query id: test_ci_gap_after_feedback Query type: motif_query Intent: Hard negatives for feedback/fix chains without adequate guardrails. Motif: test_ci_gap_after_feedback Training usage: hard_negative Graph gold label: needs_more_evidence Rep…
medium Security checks quality Practices conf 0.62 6 occurrences Foundry mined assumption checks: TeleAI-UAGI/telemem
Comment chain pattern product: assumption_checks Repo: TeleAI-UAGI/telemem Thread: TeleAI-UAGI/telemem#9 Outcome: ambiguous_needs_more_evidence Thread label: thread_has_human_issue_and_fix_context Source graph label: source_backed_multi_signal_graph Reasons: source_graph_has_real_artifacts, source_…
6 occurrences
repo-level (6 hits)
medium Security checks quality Practices conf 0.70 4 occurrences Foundry mined unresolved feedback: TeleAI-UAGI/telemem
Graph query export: Human feedback without linked fix evidence Query id: unresolved_feedback Query type: motif_query Intent: Negative/unresolved examples that should not be hallucinated into fixes. Motif: unlinked_feedback_needs_evidence Training usage: negative_or_unresolved Graph gold label: need…
4 occurrences
repo-level (4 hits)
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — baselines/memobase/src/client/memobase-ts/src/user.ts:51
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: examples/mcp_config.json
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
examples/mcp_config.json VerificationMcp config
medium System graph quality Placeholder conf 1.00 Critical user flow still appears backed by mock or placeholder data
A payment/auth/admin/order/billing-style flow contains mock, fake, TODO, dummy, or placeholder markers in runtime source. In the Fable corpus this is a high-leverage completeness smell: the app can look finished while the money, identity, or tenant flow is still scaffolded.
Mock dataCritical flowGenerated repo pattern
medium System graph hardware Security conf 1.00 Dockerfile runs as root: baselines/memobase/src/mcp/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph hardware Security conf 1.00 Dockerfile runs as root: baselines/memobase/src/server/api/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph hardware Security conf 1.00 Dockerfile runs as root: Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph cicd CI/CD security conf 1.00 5 occurrences GitHub Action is tag-pinned rather than SHA-pinned
astral-sh/setup-uv@v5 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
3 files, 5 locations
.github/workflows/ci.yml:21, 41 (2 hits)
.github/workflows/release.yml:31, 66 (2 hits)
.github/workflows/docs.yml:28
CI/CD securitySupply chainGithub actions
medium System graph cicd CI/CD security conf 1.00 GitHub Actions workflow grants broad write permissions
CI tokens with write permissions increase blast radius when an action, dependency, or PR workflow is compromised. Prefer job-level least-privilege permissions.
.github/workflows/docs.yml CI/CD securitySupply chainGithub actions
medium System graph cicd CI/CD security conf 1.00 GitHub Actions workflow grants broad write permissions
CI tokens with write permissions increase blast radius when an action, dependency, or PR workflow is compromised. Prefer job-level least-privilege permissions.
.github/workflows/release.yml CI/CD securitySupply chainGithub actions
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — telemem/mm_utils/memory_utils.py:264
`requests.post(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
low System graph quality Integrity conf 1.00 21 env vars used in code but missing from .env.example
Drift between code and config docs. The first few: `ADMIN_TOKEN`, `ADMIN_URL`, `EMBEDDING_MODEL`, `EMBED_BASE_URL`, `LOCAL_MEM_SIMPLE`, `MEM0_API_KEY`, `MEM0_ORGANIZATION_ID`, `MEM0_PROJECT_ID` + 13 more. Add them (with a placeholder/comment) to .env.example so onboarding doesn't break.
config drift
low System graph hardware Coverage conf 1.00 Containers defined but no K8s/orchestration manifest found
Repo has Dockerfiles/compose but no Kubernetes/Nomad manifests. If the target deployment is K8s, the manifests may live in a separate ops repo.
Deployment
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 305 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup.
CleanupRepo hardeningGenerated repo pattern
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: python:3.12-slim
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
Dockerfile:10 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: python:3.12-slim
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
baselines/memobase/src/mcp/Dockerfile:1 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: python:3.12-slim-bookworm
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
baselines/memobase/src/server/api/Dockerfile:1 containersPinned dependencies
low System graph cicd CI/CD security conf 1.00 GitHub Action is tag-pinned rather than SHA-pinned
actions/deploy-pages@v4 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
.github/workflows/docs.yml:45 CI/CD securitySupply chainGithub actions
low System graph quality Tests conf 1.00 Low test-to-source ratio
25 tests / 192 src (ratio 0.13).
low System graph quality Integrity conf 1.00 16 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: baselines/mem0/search.py:search_memory, baselines/memobase/locomo-benchmark/src/memzero/search.py:search_memory This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document…
16 occurrences
repo-level (16 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 3 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: baselines/mem0/add.py:process_conversation, baselines/memobase/locomo-benchmark/src/memzero/add.py:process_conversation, baselines/memobase/locomo-benchmark/src/memobase_client/memobase_add.py:process_conversation This is *the* AI-coder failure mode …
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: baselines/memobase/src/client/memobase/core/entry.py:profiles_to_json, baselines/memobase/src/client/memobase/core/entry.py:profile, baselines/memobase/src/client/memobase/core/async_entry.py:profiles_to_json, baselines/memobase/src/client/memobase/co…
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `telemem_legacy` in baselines/telemem/EvalModel.py:2
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph cicd CI/CD security conf 1.00 package.json defines install-time lifecycle scripts
preinstall/install/postinstall/prepare scripts execute during dependency installation. Review them carefully for network calls, obfuscation, shell execution, or credential access.
baselines/memobase/src/client/memobase-ts/package.json CI/CD securitySupply chainNpm
low System graph software Dead code conf 1.00 Possibly dead Python function: add_message_to_user
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
baselines/memobase/src/client/memobase/patch/openai.py:78
low System graph software Dead code conf 1.00 Possibly dead Python function: aggregate_metrics
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
baselines/memobase/locomo-benchmark/metrics/utils.py:180
low System graph software Dead code conf 1.00 Possibly dead Python function: custom_openapi
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
baselines/memobase/src/server/api/api.py:54
low System graph software Dead code conf 1.00 Possibly dead Python function: flush_buffer_by_ids_in_background
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
baselines/memobase/src/server/api/memobase_server/controllers/buffer_background.py:40
low System graph software Dead code conf 1.00 Possibly dead Python function: load_json_or_none
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
baselines/memobase/src/server/api/memobase_server/utils.py:68
low System graph software Dead code conf 1.00 Possibly dead Python function: openai_memory
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
baselines/memobase/src/client/memobase/patch/openai.py:19
low System graph software Dead code conf 1.00 Possibly dead Python function: process_item
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
baselines/memobase/locomo-benchmark/evals.py:15
low System graph software Dead code conf 1.00 Possibly dead Python function: process_single_question
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
baselines/memobase/locomo-benchmark/src/memzero/search.py:171
low System graph software Dead code conf 1.00 Possibly dead Python function: process_single_question
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
baselines/memobase/locomo-benchmark/src/memobase_client/memobase_search.py:249
low System graph software Dead code conf 1.00 Possibly dead Python function: progress_updater
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
baselines/mem0/search.py:488
low System graph software Dead code conf 1.00 Possibly dead Python function: prompt
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
baselines/memobase/locomo-benchmark/src/langmem.py:48
low System graph software Dead code conf 1.00 Possibly dead Python function: retrieve_full_context
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
baselines/longmemeval/run_telemem.py:150
low System graph software Dead code conf 1.00 Possibly dead Python function: retrieve_grep
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
baselines/longmemeval/run_telemem.py:165
low System graph software Dead code conf 1.00 Possibly dead Python function: retrieve_telemem
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
baselines/longmemeval/run_telemem.py:126
low System graph software Dead code conf 1.00 Possibly dead Python function: search_event
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
baselines/memobase/src/client/memobase/core/entry.py:284
low System graph software Dead code conf 1.00 Possibly dead Python function: search_event
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
baselines/memobase/src/client/memobase/core/async_entry.py:302
low System graph software Dead code conf 1.00 Possibly dead Python function: search_event_gist
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
baselines/memobase/src/client/memobase/core/entry.py:299
low System graph software Dead code conf 1.00 Possibly dead Python function: search_event_gist
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
baselines/memobase/src/client/memobase/core/async_entry.py:317
low System graph software Dead code conf 1.00 Possibly dead Python function: seconds_from_now
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
baselines/memobase/src/server/api/memobase_server/utils.py:157
low System graph software Dead code conf 1.00 Possibly dead Python function: sync_chat
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
baselines/memobase/src/client/memobase/patch/openai.py:110
low System graph quality Provenance conf 1.00 Shallow git history limits provenance confidence
The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence.
Git historyGenerated repo pattern
low System graph quality Integrity conf 1.00 Stub function `update_project` (body is just `pass`/`return`) — baselines/mem0/local_adapter.py:115
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
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