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glama

precis-mcp

A uniform API for agents to read, write, and search across papers, documents, code, and personal state, using PostgreSQL with pgvector for hybrid retrieval.

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// key findings
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
Open source with a license and README
Anyone can audit the code, the license is declared, and the publisher documents what it does.
🔐
You'll be asked for 4 credentials: MILVUS_TOKEN, SEMANTIC_SCHOLAR_API_KEY, PRECIS_SUMMARIZE_LLM_KEY, ASA_DISCORD_TOKEN
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// required environment variables
This server reads these from process.env. You'll be asked to provide them before it can run.
configCODE_INDEX_MAIN_ROOT
configEMBEDDING_DIMENSION
configEMBEDDING_MODEL
configMILVUS_ADDRESS
🔐 secretMILVUS_TOKEN
configOLLAMA_HOST
configCLUSTER_WEBHOOK_URL
configASA_CONV_SLUG
configASA_CAPTURE_URL
configPRECIS_AIZYNTH_VERSION
configHF_HOME
configPRECIS_BAKE_ONLY
configHF_HUB_OFFLINE
configTRANSFORMERS_OFFLINE
configPRECIS_DATABASE_URLexport =postgresql://localhost/precis
configUNPAYWALL_EMAIL
🔐 secretSEMANTIC_SCHOLAR_API_KEY
configPRECIS_GOLD_DIR
configPRECIS_SUMMARIZE_MODEL
configPRECIS_SUMMARIZE_LLM_URL
🔐 secretPRECIS_SUMMARIZE_LLM_KEY
configPRECIS_CLASSIFY_MAX_TOKENS
configPRECIS_CLASSIFY_TIMEOUT
configPRECIS_CLASSIFY_MAX_USD
configALLOW_COMMIT_ON_MAIN
configALLOW_GIT_STASH
configALLOW_PROD_WRITE
configALLOW_SEALED_MIGRATION_EDIT
configCLAUDE_PROJECT_DIR
configPRECIS_SESSION_NUDGE_MB
configASA_PROMPT_DUMP
configASA_CONFIG
🔐 secretASA_DISCORD_TOKEN
configPRECIS_NOTIFY_DATABASE_URL
configPRECIS_MAX_BODY_BYTES
configPRECIS_PAGINATION_TTL_S
configPRECIS_BACKFILL_CITATION_LENS
configPRECIS_BACKFILL_CITATION_TTL_DAYS
configPRECIS_QUOTA_CEILING_PCT
configPRECIS_TTS_IMAGE
configPRECIS_PODCAST_DIR
configPRECIS_TTS_CONTAINER_CMD
configPRECIS_TTS_SCRATCH
configPRECIS_UNPAYWALL_EMAIL
configPRECIS_WATCH_INBOX
configPRECIS_HOST_NAME
configPRECIS_TEMP_CMD
configEPO_OPS_USER_AGENT
configPRECIS_PATENT_FAIR_USE_LIMIT_GB
configPRECIS_CROSSREF_MAILTO
configPRECIS_SECRETS_FILE_DIR
configPRECIS_EMBEDDER_HOST
configPRECIS_EMBEDDER_PORT
configPRECIS_EMBEDDER_BACKEND
configPRECIS_EMBEDDER_REVISION
configPRECIS_EMBEDDER_MAX_INFLIGHT
configPRECIS_CORPUS_DIR[docs/decisions/0029-multi-root-corpus-pdf.md](docs/decisions/0029-multi-root-corpus-pdf.md) — why accepts a list of roots.
configPRECIS_EMBEDDERexport =bge-m3 # or "mock" for tests
configPRECIS_EMBEDDER_URLRequired for remote: ordered, comma-separated base URL(s), e.g. http://127.0.0.1:8181. First healthy endpoint wins; rest are fallback.
configPRECIS_EMBEDDER_TIMEOUT
configPRECIS_EMBEDDER_MAX_RETRIES
configPRECIS_CLASSIFY_MODEL
configPRECIS_CLASSIFY_ESCALATE_MODEL
configPRECIS_PAPER_GLOSSARY_MODEL
configPRECIS_PAPER_GLOSSARY_MAX_TOKENS
configPRECIS_BRIEFING_AUDIO_VOICE
configPRECIS_BRIEFING_AUDIO_LANG
configPRECIS_CAST_AUDIO_LANG
configPRECIS_LOG_LEVEL
configXDG_CACHE_HOME
configPRECIS_PATENT_RAW_ROOTEPO_OPS_CLIENT_KEY + _SECRET + Enables patent kind.
configPRECIS_EDGAR_RAW_ROOT
configPRECIS_EDGAR_USER_AGENT
configPRECIS_MCP_CONFIG
configPRECIS_FIGURE_MAX_TURNS
configPRECIS_FIGURE_MAX_USD
configPRECIS_FIGURE_TIMEOUT_S
configPRECIS_FIGURE_MODEL
configPRECIS_LEXICON_FILE
// full audit trail
The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.
// improvement guidance — verified publishers only
We have 2 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
[![M8ven Score](https://m8ven.ai/badge/mcp/retospect-precis-mcp-xk6pg5)](https://m8ven.ai/mcp/retospect-precis-mcp-xk6pg5)
commit: 702c2490377ed8e1e974489c37a0a00c5c15ccde
code hash: 8cb994ae1ffe52b2ab32b43f05422a20c88f8599084b83897b51aeb7cb1e3f25
verified: 7/19/2026, 8:57:53 AM
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