Distill
Memory framework
First committed by Siddhant-K-code
Published in Siddhant-K-code/distill. Publisher page
198 GitHub stars
What it is
Context intelligence layer for LLM agents: persistent memory with write-time dedup, sensitivity tagging, conflict detection, and hierarchical decay. ~12ms. No LLM calls. MIT.
AutoGineer overview, from the brain’s own files
Distill is a framework designed to serve as a context intelligence layer for LLM agents. It provides persistent memory capabilities, allowing agents to maintain context across sessions. The system includes features for deduplication, sensitivity tagging, conflict detection, and hierarchical decay of information. It is designed to integrate with various environments, including Claude Desktop and Cursor, via an MCP server, and provides REST API endpoints for broader agentic applications.
How it works
Memory model: Hybrid
AutoGineer overview, from the brain’s own files
Distill functions as a memory layer that manages agent context through a series of internal packages. It handles data ingestion, deduplication, and embedding to organize information. The system uses a memory model that supports persistent storage and retrieval, allowing agents to access relevant context. It includes tools for session management, token-budgeted context windows, and handoff capabilities for decision-to-documentation workflows.
| Folder | Role | Files |
|---|---|---|
| .github | agent-config | 5 |
| docs | docs | 17 |
| examples | examples | 4 |
| pkg | source-code | 115 |
| scripts | scripts | 5 |
| tools | scripts | 2 |
| cmd | folder | 34 |
| grafana | folder | 1 |
| internal | folder | 119 |
| mcp | folder | 4 |
| research | folder | 105 |
| testdata | folder | 27 |
Requirements
Apps: Docker
Runtimes: Go
Databases: Pinecone, Qdrant, Redis, SQLite, Weaviate
API keys (by name): COHERE_API_KEY, DISTILL_API_KEY, OPENAI_API_KEY, PINECONE_API_KEY
Works with: Claude apps
Set it up
This brain runs code automatically: 1 script. Review Makefile before opening the folder in Claude Code. No step below turns a hook on for you.
Makefile:$(GO) install $(GOFLAGS) -ldflags "$(LDFLAGS)" .
- Not scanned by AutoGineerThe author’s MCP configuration (README.md) also starts it in a way AutoGineer does not offer. Read that file: AutoGineer did not scan that path; what it runs is listed under “This brain runs”. https://github.com/Siddhant-K-code/distill/blob/2417e00dabe498eb8187f4544f001d5a49fbdb45/README.md
- Not scanned by AutoGineerThe author’s README also describes installing it from a clone of its repository. Read its install section: AutoGineer did not scan that path. https://github.com/Siddhant-K-code/distill/blob/2417e00dabe498eb8187f4544f001d5a49fbdb45/README.md#go-install
- Not scanned by AutoGineerThe author’s README also describes installing it with go install. Read its install section: AutoGineer did not scan that path. https://github.com/Siddhant-K-code/distill/blob/2417e00dabe498eb8187f4544f001d5a49fbdb45/README.md#go-install
First committed by Siddhant-K-code. Published in Siddhant-K-code/distill. Licence: MIT License.
Usage
AutoGineer overview, from the brain’s own files
- Integrating persistent memory into LLM agent workflows.
- Managing context windows across multiple agent sessions.
- Implementing deduplication and sensitivity tagging for agent data.
- Using the MCP server to connect agent memory to desktop clients.
- Automating decision-to-documentation bundles via handoff capabilities.
- “Retrieve the context from the last session regarding the project architecture.”
- The agent accesses the persistent memory layer to provide the relevant architectural details stored in the previous session.
- “Summarize the recent decisions made in the current development sprint.”
- The agent uses the handoff capability to bundle and present the documented decisions stored within the system.
Documentation by Siddhant-K-code
Read the documentation at the source
docs/local-context-control-v1.md
Local context-control operator contract
This harness prepares and verifies a provider-independent local-model development/calibration study. It is separate from the frozen TypeSafe final study and excludes all held-out AgentTrace records.
Offline package
make distill-local-context-controlThis prepares, validates, and summarizes the 14-base, 118-condition, 332-observation-per-model package without network access or model execution.
Execution prerequisites
Execution is intentionally blocked until this implementation is merged and a
clean execution session starts from the exact merged main commit.
Recreate a fresh CPython 3.13.15 runtime with the exact 34 frozen distributions. Do not reuse the retired runtime identity documented in the preregistration.
Build
distill-local-context-controlfrom clean merged main.Create an owner-only model manifest with
model-manifest.Create an owner-only full-tree runtime manifest with
runtime-manifest. Pass the private venv-tree manifest, base-CPython-tree manifest, and wheel verification record plus the externally reviewed merged commit and tree. The Go executable authenticates the clean repository, adapter blob, runtime trees, and its own build provenance before Python executes. This command is deny-networked and uses-I -B.Run
preflight. Any unrelated process at or above 1 GiB RSS blocks execution.Run
authorizewith the exact acknowledgement printed below. Authorization binds the executable, adapter, merged commit, package, model, fresh runtime, and an absent private output namespace. Pass the exact externally reviewed merged commit and tree IDs; a locally discovered moving ref is insufficient.Run the exact
runcommand once. There is no retry flag. Do not fetch, check out, or modify the repository untilcompletion.jsonis durably written; post-run verification intentionally requires the same cleanorigin/main, HEAD, source tree, adapter, and executable identities.Use
verify-resultsandsummarize-resultsin a separate result session.
Exact acknowledgement:
I authorize only the pinned local 4B development/calibration schedule with zero network access, zero cloud spend, and no scaling control.The model, runtime, authorization, and run paths must be absolute private paths outside the repository. Never commit them. The runner refuses a dirty or unmerged checkout, a changed runtime tree, bytecode/startup hooks, model manifest drift, an existing output namespace, network-capable execution, host identity drift, memory pressure, swap/disk/RSS limit failures, missing receipts, or process cleanup failure.
Authorization is path-bound and permits one attempt while its ledger remains under
append-only custody. The runner locks one no-follow file descriptor, validates that
the directory entry still names the same owner-only inode, appends and syncs the sole
attempt before model load, revalidates the inode, and syncs the parent directory. If startup,
integrity, resource, timeout, or adapter failure follows, the private run
namespace is preserved with aborted.json; that authorization cannot be
reused. Recovery requires a newly reviewed authorization and a fresh output
namespace. Never delete or move an unfavorable attempt to rerun it.
An offline file cannot cryptographically prevent its owner from restoring a prior filesystem snapshot. Such rollback is outside the executable's threat model and invalidates the study. Independent custody must retain the authorization ledger and run namespace from before model load through result review; public results must disclose the custody record rather than claiming malicious-owner rollback resistance.
If result verification fails, verify-results and summarize-results exit non-zero
and emit no result summary. That hard error is the prospective invalid outcome;
invalid is not serialized as a successful summary field.
run performs the 332 real observations and therefore must not be called from
this implementation PR.
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Advantages
- Provides persistent context memory across sessions. evidence: docs/README.md
- Supports token-budgeted context windows. evidence: docs/README.md
Limitations
- Requires configuration of environment variables or CLI flags for operation. evidence: docs/README.md
Security
Risk level: No risk found
This brain runs
Install scripts (1)
Makefile(make install):$(GO) install $(GOFLAGS) -ldflags "$(LDFLAGS)" .
MCP servers (1)
README.md(distill):/path/to/distill mcp --memory --session
Attribution and licence
- First committed by
Siddhant-K-code
- Publisher
- Siddhant Khare (Community)
- Source
- Siddhant-K-code/distill · commit 2417e00
- Licence
- MIT License (files served here)
- ATTRIBUTION.md (written by AutoGineer)
- Synced
- Contributors
- Siddhant-K-code
AutoGineer is not affiliated with or endorsed by Siddhant-K-code.
Install from source
445 of its files are not served here, so there is no ZIP. Siddhant-K-code/distill at 2417e00